Expert Answers to Databricks Exam Databricks-Certified-Data-Engineer-Associate Questions

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Databricks Certification Databricks Certified Data Engineer Associate Exam

Databricks Certified Data Engineer Associate Exam

Last Update Nov 5, 2025
Total Questions : 153

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Questions 2

Which tool is used by Auto Loader to process data incrementally?

Options:

Spark Structured Streaming

Unity Catalog

Checkpointing

Databricks SQL

Discussion 0

Questions 3

A data engineer needs to conduct Exploratory Analysis on data residing in a database that is within the company's custom-defined network in the cloud. The data engineer is using SQL for this task.

Which type of SQL Warehouse will enable the data engineer to process large numbers of queries quickly and cost-effectively?

Options:

Serverless compute for notebooks

Serverless SQL Warehouse

Classic SQL Warehouse

Pro SQL Warehouse

Discussion 0

Questions 4

A dataset has been defined using Delta Live Tables and includes an expectations clause:

CONSTRAINT valid_timestamp EXPECT (timestamp > '2020-01-01') ON VIOLATION DROP ROW

What is the expected behavior when a batch of data containing data that violates these constraints is processed?

Options:

Records that violate the expectation are dropped from the target dataset and loaded into a quarantine table.

Records that violate the expectation are added to the target dataset and flagged as invalid in a field added to the target dataset.

Records that violate the expectation are dropped from the target dataset and recorded as invalid in the event log.

Records that violate the expectation are added to the target dataset and recorded as invalid in the event log.

Records that violate the expectation cause the job to fail.

Discussion 0

Questions 5

A data engineer needs access to a table new_table, but they do not have the correct permissions. They can ask the table owner for permission, but they do not know who the table owner is.

Which of the following approaches can be used to identify the owner of new_table?

Options:

Review the Permissions tab in the table's page in Data Explorer

All of these options can be used to identify the owner of the table

Review the Owner field in the table's page in Data Explorer

Review the Owner field in the table's page in the cloud storage solution

There is no way to identify the owner of the table

Discussion 0

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